{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.ipynb)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)"
   ]
  }
 ],
 "metadata": {
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